STUDY ON SPATIAL ASSOCIATIONS OF WHEAT YIELD BASED ON GLOBAL AND LOCAL STATISTIC
文献类型: 外文期刊
第一作者: Chen, Yunping
作者: Chen, Yunping;Zhao, Chunjiang;Wang, Xiu;Ma, Wei;Chen, Yunping
作者机构:
关键词: Precision Agriculture; spatial association; yields pattern; wheat
期刊名称:INTELLIGENT AUTOMATION AND SOFT COMPUTING ( 影响因子:1.647; 五年影响因子:1.469 )
ISSN: 1079-8587
年卷期: 2010 年 16 卷 6 期
页码:
收录情况: SCI
摘要: The objective of this study was to explore the spatial associations of wheat yield and yield pattern changes under five weather scenarios with the application of both global and local associations. This research was conducted on an 8.4 ha wheat field of Xiaotangshan National Experiment Station of Precision Agriculture from 2001 through 2006. The yield data was collected by CASE AFS (Advanced Farming System) in the harvest seasons. After that, the error of yield data was analyzed, and spatial associations were described in terms of global Moran's I and local LISA (Local Indicator of Spatial Association). The results showed that there were considerable errors in the raw data. In order to reduce the error of raw data, filling-time had been calculated by fitting the grain flows curves. After data processing, the CV. (Coefficient of Variable) fell from 32.3% to 14.8%. The relationship of wheat yield among different year had also been analyzed. But there was no regular relationship had been found. In this paper, local spatial statistics were use to identify the influences from individual positions and the trends between neighboring positions. The results indicated that yield patterns were highly affected by weather conditions. In Beijing, wheat yields were highly correlated with the average temperature of April in this study. Wheat yield pattern was affected by weather patterns. While the monthly average temperature increment of April, the spatial association of wheat yield had the trend of decrease. Statistically, wheat yields were highly spatially correlated in cold years. With global and local spatial statistics, LISA map of yield difference in two weather patterns, stable and unstable yield areas were identified. The northeast and west region of the field tended to be unstable between different weather patterns. In conclusion, since the recognition of spatial associations on yield could help identify if a yield zone was stable or not, it would benefit the decision-making processes in site-specific management systems.
分类号:
- 相关文献
作者其他论文 更多>>
-
Recognition of wheat rusts in a field environment based on improved DenseNet
作者:Chang, Shenglong;Cheng, Jinpeng;Fan, Zehua;Ma, Xinming;Li, Yong;Zhao, Chunjiang;Chang, Shenglong;Yang, Guijun;Cheng, Jinpeng;Fan, Zehua;Yang, Xiaodong;Zhao, Chunjiang
关键词:Plant disease; Wheat rust; Image processing; Deep learning; Computer vision (CV); DenseNet
-
GCVC: Graph Convolution Vector Distribution Calibration for Fish Group Activity Recognition
作者:Zhao, Zhenxi;Zhao, Chunjiang;Zhao, Zhenxi;Yang, Xinting;Zhou, Chao;Zhao, Chunjiang;Zhao, Zhenxi;Yang, Xinting;Zhou, Chao;Zhao, Chunjiang;Zhao, Zhenxi;Yang, Xinting;Zhou, Chao;Zhao, Chunjiang;Liu, Jintao
关键词:Fish; Feature extraction; Activity recognition; Calibration; Adhesives; Training; Convolution; Graph convolution vector calibration; fish group activity; activity feature vector calibration; fish activity dataset
-
Model for Detecting Boom Height Based on an Ultrasonic Sensor for the Whole Growth Cycle of Wheat
作者:Wu, Jianguo;Li, Chengqian;Pan, Xiaoyong;Wang, Xiu;Zhao, Xueguan;Zhai, Changyuan;Wu, Jianguo;Yang, Shuo;Wu, Jianguo;Zhai, Changyuan;Li, Chengqian;Pan, Xiaoyong;Wang, Xiu;Zhao, Xueguan;Yang, Shuo;Zhai, Changyuan;Gao, Yuanyuan
关键词:ultrasonic waves; crop canopy top detection; spray boom height; detection model; precision agriculture
-
Adaptive precision cutting method for rootstock grafting of melons: modeling, analysis, and validation
作者:Chen, Shan;Zhao, Chunjiang;Chen, Shan;Jiang, Kai;Zheng, Wengang;Jia, Dongdong;Zhao, Chunjiang;Jiang, Kai;Zheng, Wengang;Jia, Dongdong;Zhao, Chunjiang
关键词:Melon; Grafting robot; Adaptive cutting; Rootstock pith cavity; Machine vision
-
Modeling the Mechanical Properties of Root-Substrate Interaction with a Transplanter Using Artificial Neural Networks
作者:Tian, Zhiwei;Ma, Wei;Cao, Dongping;Wang, Weizi;Tian, Zhiwei;Jiang, Huanyu;Gao, Ang;Wang, Weizi;Qian, Jianping;Xu, Lijia
关键词:plug seedling; mechanical properties; BPNN; prediction
-
Long-range infrared absorption spectroscopy and fast mass spectrometry for rapid online measurements of volatile organic compounds from black tea fermentation
作者:Yang, Chongshan;Li, Guanglin;Zhao, Chunjiang;Fu, Xinglan;Yang, Chongshan;Jiao, Leizi;Wen, Xuelin;Lin, Peng;Duan, Dandan;Zhao, Chunjiang;Dong, Daming;Yang, Chongshan;Jiao, Leizi;Wen, Xuelin;Lin, Peng;Duan, Dandan;Dong, Daming;Dong, Chunwang
关键词:Black tea fermentation; Volatile organic compounds; Proton transfer reaction mass spectrometry; Fourier transform infrared spectroscopy; Principal component analysis; Extreme learning machine
-
Selected Electrosynthesis of 3-Aminopyrazoles from α,β-Alkynic Hydrazones and Secondary Amines
作者:Tang, Dong;Zhang, Wei;Ji, Jingwen;Jiang, Rui;Wan, Yaya;Zhou, Pengjuan;Ma, Wei
关键词: